32 research outputs found

    AI is a viable alternative to high throughput screening: a 318-target study

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    : High throughput screening (HTS) is routinely used to identify bioactive small molecules. This requires physical compounds, which limits coverage of accessible chemical space. Computational approaches combined with vast on-demand chemical libraries can access far greater chemical space, provided that the predictive accuracy is sufficient to identify useful molecules. Through the largest and most diverse virtual HTS campaign reported to date, comprising 318 individual projects, we demonstrate that our AtomNet® convolutional neural network successfully finds novel hits across every major therapeutic area and protein class. We address historical limitations of computational screening by demonstrating success for target proteins without known binders, high-quality X-ray crystal structures, or manual cherry-picking of compounds. We show that the molecules selected by the AtomNet® model are novel drug-like scaffolds rather than minor modifications to known bioactive compounds. Our empirical results suggest that computational methods can substantially replace HTS as the first step of small-molecule drug discovery

    The rise of epigenetic drug discovery

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    Bortezomib Warhead-Switch Confers Dual Activity against Mycobacterial Caseinolytic Protease and Proteasome and Selectivity against Human Proteasome

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    Mycobacteria harbor two main degradative proteolytic machineries, the caseinolytic protease ClpP1P2 and a proteasome. We recently showed that Bortezomib inhibits ClpP1P2 and exhibits whole cell activity against Mycobacterium tuberculosis. Bortezomib, a dipeptide with a boronic acid warhead, is a human proteasome inhibitor approved for cancer therapy. The boronic acid warhead of the compound has been shown to drive potency against both the human proteasome and ClpP1P2 protease. Selectivity for the bacterial ClpP1P2 protease over the human proteasome is lacking but needs to be achieved to move this new anti-tuberculosis lead forward. In this study we explored whether an alternative warhead could influence Bortezomib's selectivity. We synthesized an analog containing a chloromethyl ketone instead of the boronic acid warhead and determined potencies against the bacterial and human enzymes. Surprisingly, the analog retained activity against mycobacterial ClpP1P2 and was active against the mycobacterial proteasome, but was devoid of activity against the human proteasome. Interrogation of a set of chloromethyl ketone peptides identified three additional compounds similarly inhibiting both ClpP1P2 and the proteasome in the bacteria while leaving the human proteasome untouched. Finally, we showed that these compounds display bactericidal activity against M. tuberculosis with cytotoxicity ranging from acceptable to undetectable. These results suggest that selectivity over the human proteasome is achievable. Selectivity, together with dual-targeting of mycobacterial ClpP1P2 and proteasome makes this new scaffold an attractive starting point for optimization

    Merging of ruxolitinib and vorinostat leads to highly potent inhibitors of JAK2 and histone deacetylase 6 (HDAC6)

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    Inhibition of more than one pathway in a cancer cell with a single molecule could result in better therapies with less complex dosing regimens. In this work multi-component ligands have been prepared by joining together key pharmacophores of two different enzyme inhibitors in a way which increases potency against the individual pathways. Selective JAK1/2 inhibitor, ruxolitinib (3), and pan-HDAC inhibitor vorinostat (4) were linked together by a single nitrogen atom to create a new series of compounds with very potent JAK2 and HDAC6 inhibition with selectivity against HDAC1. A preferred compound, 13b, had unprecedented sub-nanomolar JAK2 potency with an IC50 of 41 pM and a sub-nanomolar IC50 against HDAC6 of 200 pM. Binding models show a good fit into both JAK2 and HDAC6

    Prodrugs of the cancer cell selective anti-cancer agent (Z)-2-(1H-indo1-3-yl)-3-(isoquinolin-5-yeacrylonitrile (A131) are orally efficacious in a mouse model of resistant colon cancer

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    A131 (1) possesses a unique cancer cell selective dual mechanism of action where cancer cells are killed but normal cells only undergo growth arrest and are able to regrow after removal of 1. SAR studies of 1 indicate that only the specific structure of 1 elicits the full pharmacological effect. However, application of 1 in mouse models of cancer has been hampered by its low solubility and stability when given orally. In this work we describe the study of various prodrugs based on modification of the indole nitrogen. A range of acyl analogues were prepared as prodrugs which were shown to undergo degradation to the parent drug in plasma. A preferred prodrug fully elicited the pharmacological effects of 1 in cells and led to high aqueous solubility suitable for oral administration. In a mouse model of paclitaxel-resistant colon cancer, compound 10, as a TFA salt, showed 76% tumor growth inhibition when administered at an oral dose of 80 mg/kg twice a day

    Discovery of a potent histone deacetylase (HDAC) 3/6 selective dual inhibitor

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    Herein, we report the discovery of a dual histone deacetylase inhibitor displaying a unique HDAC3/6 selectivity profile. An initial strategy to merge two epigenetic pharmacophores resulted in the discovery of potent HDAC6 inhibitors with selectivity over HDAC1. Screening in an HDAC panel revealed additional low nanomolar inhibition only against HDAC3. Low micromolar antiproliferative activities against two breast cancer and four hematological cancer cell lines was supported by pharmacodynamic studies on a preferred molecule, 24c, substantiating the HDAC inhibitory profile in cells. Apoptosis was identified as one of the main cell death pathways. Modelling studies of 24c against HDAC1,2,3 and 6 further provided insights on the orientation of specific residues relevant to compound potency, explaining the observed HDAC3/6 selectivity. A subset of the compounds also exhibited good antimalarial activities, particularly against the chloroquine-resistant strain K1 of P.falciparum. In vitro studies revealed a favourable DMPK profile warranting further investigation of the therapeutic potential of these compounds. (C) 2019 Elsevier Masson SAS. All rights reserved

    Local blockade of tacrolimus promotes T-cell-mediated tumor regression in systemically immunosuppressed hosts

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    Background Immunosuppressive drugs such as tacrolimus have revolutionized our ability to transplant organs between individuals. Tacrolimus acts systemically to suppress the activity of T-cells within and around transplanted organs. However, tacrolimus also suppresses T-cell function in the skin, contributing to a high incidence of skin cancer and associated mortality and morbidity in solid organ transplant recipients. Here, we aimed to identify a compound capable of re-establishing antitumor T-cell control in the skin despite the presence of tacrolimus.Methods In this study, we performed time-resolved fluorescence resonance energy transfer to identify molecules capable of antagonizing the interaction between tacrolimus and FKBP12. The capacity of these molecules to rescue mouse and human T-cell function in the presence of tacrolimus was determined in vitro, and the antitumor effect of the lead compound, Q-2361, was assessed in “regressor” models of skin cancer in immunosuppressed mice. Systemic CD8 T-cell depletion and analyses of intratumoral T-cell activation markers and effector molecule production were performed to determine the mechanism of tumor rejection. Pharmacokinetic studies of topically applied Q-2361 were performed to assess skin and systemic drug exposure.Results Q-2361 potently blocked the interaction between tacrolimus and FKBP12 and reversed the inhibition of the nuclear factor of activated T cells activation by tacrolimus following T-cell receptor engagement in human Jurkat cells. Q-2361 rescued T-cell function in the presence of tacrolimus, rapamycin, and everolimus. Intratumoral injection of Q-2361-induced tumor regression in mice systemically immune suppressed with tacrolimus. Mechanistically, Q-2361 treatment permitted T-cell activation, proliferation, and effector function within tumors. When CD8 T cells were depleted, Q-2361 could not induce tumor regression. A simple solution-based Q-2361 topical formulation achieved high and sustained residence in the skin with negligible drug in the blood.Conclusions Our findings demonstrate that the local application of Q-2361 permits T-cells to become activated driving tumor rejection in the presence of tacrolimus. The data presented here suggests that topically applied Q-2361 has great potential for the reactivation of T-cells in the skin but not systemically, and therefore represents a promising strategy to prevent or treat skin malignancies in immunosuppressed organ transplant recipients

    Intracellular Hyper-Acidification Potentiated by Hydrogen Sulfide Mediates Invasive and Therapy Resistant Cancer Cell Death

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    Slow and continuous release of H2S by GYY4137 has previously been demonstrated to kill cancer cells by increasing glycolysis and impairing anion exchanger and sodium/proton exchanger activity. This action is specific for cancer cells. The resulting lactate overproduction and defective pH homeostasis bring about intracellular acidification-induced cancer cell death. The present study investigated the potency of H2S released by GYY4137 against invasive and radio- as well as chemo-resistant cancers, known to be glycolytically active. We characterized and utilized cancer cell line pairs of various organ origins, based on their aggressive behaviors, and assessed their response to GYY4137. We compared glycolytic activity, via lactate production, and intracellular pH of each cancer cell line pair after exposure to H2S. Invasive and therapy resistant cancers, collectively termed aggressive cancers, are receptive to H2S-mediated cytotoxicity, albeit at a higher concentration of GYY4137 donor. While lactate production was enhanced, intracellular pH of aggressive cancers was only modestly decreased. Inherently, the magnitude of intracellular pH decrease is a key determinant for cancer cell sensitivity to H2S. We demonstrated the utility of coupling GYY4137 with either simvastatin, known to inhibit monocarboxylate transporter 4 (MCT4), or metformin, to further boost glycolysis, in bringing about cell death for aggressive cancers. Simvastatin inhibiting lactate extrusion thence contained excess lactate induced by GYY4137 within intracellular compartment. In contrast, the combined exposure to both GYY4137 and metformin overwhelms cancer cells with lactate over-production exceeding its expulsion rate. Together, GYY4137 and simvastatin or metformin synergize to induce intracellular hyper-acidification-mediated cancer cell death
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